High Performance Computing On The Intelr Xeon Phitm

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High-Performance Computing on the Intel® Xeon PhiTM

Author : Endong Wang
Publisher : Springer
ISBN 13 : 331906486X
Total Pages : 338 pages
Book Rating : 4.3/5 (19 download)

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Book Synopsis High-Performance Computing on the Intel® Xeon PhiTM by : Endong Wang

Download or read book High-Performance Computing on the Intel® Xeon PhiTM written by Endong Wang and published by Springer. This book was released on 2014-06-26 with total page 338 pages. Available in PDF, EPUB and Kindle. Book excerpt: The aim of this book is to explain to high-performance computing (HPC) developers how to utilize the Intel® Xeon PhiTM series products efficiently. To that end, it introduces some computing grammar, programming technology and optimization methods for using many-integrated-core (MIC) platforms and also offers tips and tricks for actual use, based on the authors’ first-hand optimization experience. The material is organized in three sections. The first section, “Basics of MIC”, introduces the fundamentals of MIC architecture and programming, including the specific Intel MIC programming environment. Next, the section on “Performance Optimization” explains general MIC optimization techniques, which are then illustrated step-by-step using the classical parallel programming example of matrix multiplication. Finally, “Project development” presents a set of practical and experience-driven methods for using parallel computing in application projects, including how to determine if a serial or parallel CPU program is suitable for MIC and how to transplant a program onto MIC. This book appeals to two main audiences: First, software developers for HPC applications – it will enable them to fully exploit the MIC architecture and thus achieve the extreme performance usually required in biological genetics, medical imaging, aerospace, meteorology and other areas of HPC. Second, students and researchers engaged in parallel and high-performance computing – it will guide them on how to push the limits of system performance for HPC applications.

Intel Xeon Phi Processor High Performance Programming

Author : James Jeffers
Publisher : Morgan Kaufmann
ISBN 13 : 0128091959
Total Pages : 662 pages
Book Rating : 4.1/5 (28 download)

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Book Synopsis Intel Xeon Phi Processor High Performance Programming by : James Jeffers

Download or read book Intel Xeon Phi Processor High Performance Programming written by James Jeffers and published by Morgan Kaufmann. This book was released on 2016-05-31 with total page 662 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is an all-in-one source of information for programming the Second-Generation Intel Xeon Phi product family also called Knights Landing. The authors provide detailed and timely Knights Landingspecific details, programming advice, and real-world examples. The authors distill their years of Xeon Phi programming experience coupled with insights from many expert customers — Intel Field Engineers, Application Engineers, and Technical Consulting Engineers — to create this authoritative book on the essentials of programming for Intel Xeon Phi products. Intel® Xeon PhiTM Processor High-Performance Programming is useful even before you ever program a system with an Intel Xeon Phi processor. To help ensure that your applications run at maximum efficiency, the authors emphasize key techniques for programming any modern parallel computing system whether based on Intel Xeon processors, Intel Xeon Phi processors, or other high-performance microprocessors. Applying these techniques will generally increase your program performance on any system and prepare you better for Intel Xeon Phi processors. A practical guide to the essentials for programming Intel Xeon Phi processors Definitive coverage of the Knights Landing architecture Presents best practices for portable, high-performance computing and a familiar and proven threads and vectors programming model Includes real world code examples that highlight usages of the unique aspects of this new highly parallel and high-performance computational product Covers use of MCDRAM, AVX-512, Intel® Omni-Path fabric, many-cores (up to 72), and many threads (4 per core) Covers software developer tools, libraries and programming models Covers using Knights Landing as a processor and a coprocessor

High-Performance Computing on the Intel(r) Xeon Phi

Author : Endong Wang
Publisher : Springer
ISBN 13 : 9783319064871
Total Pages : 364 pages
Book Rating : 4.0/5 (648 download)

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Book Synopsis High-Performance Computing on the Intel(r) Xeon Phi by : Endong Wang

Download or read book High-Performance Computing on the Intel(r) Xeon Phi written by Endong Wang and published by Springer. This book was released on 2014-07-31 with total page 364 pages. Available in PDF, EPUB and Kindle. Book excerpt: The aim of this book is to explain to high-performance computing (HPC) developers how to utilize the Intel(r) Xeon Phi series products efficiently. To that end, it introduces some computing grammar, programming technology and optimization methods for using many-integrated-core (MIC) platforms and also offers tips and tricks for actual use, based on the authors first-hand optimization experience. The material is organized in three sections. The first section, Basics of MIC, introduces the fundamentals of MIC architecture and programming, including the specific Intel MIC programming environment. Next, the section on Performance Optimization explains general MIC optimization techniques, which are then illustrated step-by-step using the classical parallel programming example of matrix multiplication. Finally, Project development presents a set of practical and experience-driven methods for using parallel computing in application projects, including how to determine if a serial or parallel CPU program is suitable for MIC and how to transplant a program onto MIC. This book appeals to two main audiences: First, software developers for HPC applications it will enable them to fully exploit the MIC architecture and thus achieve the extreme performance usually required in biological genetics, medical imaging, aerospace, meteorology and other areas of HPC. Second, students and researchers engaged in parallel and high-performance computing it will guide them on how to push the limits of system performance for HPC applications. "

High-Performance Computing on the Intel® Xeon PhiTM

Author : Endong Wang
Publisher : Springer
ISBN 13 : 9783319064857
Total Pages : 0 pages
Book Rating : 4.0/5 (648 download)

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Book Synopsis High-Performance Computing on the Intel® Xeon PhiTM by : Endong Wang

Download or read book High-Performance Computing on the Intel® Xeon PhiTM written by Endong Wang and published by Springer. This book was released on 2014-07-11 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: The aim of this book is to explain to high-performance computing (HPC) developers how to utilize the Intel® Xeon PhiTM series products efficiently. To that end, it introduces some computing grammar, programming technology and optimization methods for using many-integrated-core (MIC) platforms and also offers tips and tricks for actual use, based on the authors’ first-hand optimization experience. The material is organized in three sections. The first section, “Basics of MIC”, introduces the fundamentals of MIC architecture and programming, including the specific Intel MIC programming environment. Next, the section on “Performance Optimization” explains general MIC optimization techniques, which are then illustrated step-by-step using the classical parallel programming example of matrix multiplication. Finally, “Project development” presents a set of practical and experience-driven methods for using parallel computing in application projects, including how to determine if a serial or parallel CPU program is suitable for MIC and how to transplant a program onto MIC. This book appeals to two main audiences: First, software developers for HPC applications – it will enable them to fully exploit the MIC architecture and thus achieve the extreme performance usually required in biological genetics, medical imaging, aerospace, meteorology and other areas of HPC. Second, students and researchers engaged in parallel and high-performance computing – it will guide them on how to push the limits of system performance for HPC applications.

High-Performance Computing on the Intel® Xeon PhiTM

Author : Endong Wang
Publisher : Springer
ISBN 13 : 9783319064857
Total Pages : 338 pages
Book Rating : 4.0/5 (648 download)

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Book Synopsis High-Performance Computing on the Intel® Xeon PhiTM by : Endong Wang

Download or read book High-Performance Computing on the Intel® Xeon PhiTM written by Endong Wang and published by Springer. This book was released on 2014-07-11 with total page 338 pages. Available in PDF, EPUB and Kindle. Book excerpt: The aim of this book is to explain to high-performance computing (HPC) developers how to utilize the Intel® Xeon PhiTM series products efficiently. To that end, it introduces some computing grammar, programming technology and optimization methods for using many-integrated-core (MIC) platforms and also offers tips and tricks for actual use, based on the authors’ first-hand optimization experience. The material is organized in three sections. The first section, “Basics of MIC”, introduces the fundamentals of MIC architecture and programming, including the specific Intel MIC programming environment. Next, the section on “Performance Optimization” explains general MIC optimization techniques, which are then illustrated step-by-step using the classical parallel programming example of matrix multiplication. Finally, “Project development” presents a set of practical and experience-driven methods for using parallel computing in application projects, including how to determine if a serial or parallel CPU program is suitable for MIC and how to transplant a program onto MIC. This book appeals to two main audiences: First, software developers for HPC applications – it will enable them to fully exploit the MIC architecture and thus achieve the extreme performance usually required in biological genetics, medical imaging, aerospace, meteorology and other areas of HPC. Second, students and researchers engaged in parallel and high-performance computing – it will guide them on how to push the limits of system performance for HPC applications.

Intel Xeon Phi Coprocessor High Performance Programming

Author : James Jeffers
Publisher :
ISBN 13 :
Total Pages : 432 pages
Book Rating : 4.:/5 (111 download)

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Book Synopsis Intel Xeon Phi Coprocessor High Performance Programming by : James Jeffers

Download or read book Intel Xeon Phi Coprocessor High Performance Programming written by James Jeffers and published by . This book was released on 2013 with total page 432 pages. Available in PDF, EPUB and Kindle. Book excerpt: Authors Jim Jeffers and James Reinders spent two years helping educate customers about the prototype and pre-production hardware before Intel introduced the first Intel Xeon Phi coprocessor. They have distilled their own experiences coupled with insights from many expert customers, Intel Field Engineers, Application Engineers and Technical Consulting Engineers, to create this authoritative first book on the essentials of programming for this new architecture and these new products. This book is useful even before you ever touch a system with an Intel Xeon Phi coprocessor. To ensure that your applications run at maximum efficiency, the authors emphasize key techniques for programming any modern parallel computing system whether based on Intel Xeon processors, Intel Xeon Phi coprocessors, or other high performance microprocessors. Applying these techniques will generally increase your program performance on any system, and better prepare you for Intel Xeon Phi coprocessors and the Intel MIC architecture. A practical guide to the essentials of the Intel Xeon Phi coprocessor Presents best practices for portable, high-performance computing and a familiar and proven threaded, scalar-vector programming model Includes simple but informative code examples that explain the unique aspects of this new highly parallel and high performance computational product Covers wide vectors, many cores, many threads and high bandwidth cache/memory architecture.

Parallel Programming and Optimization with Intel® Xeon Phi Coprocessors

Author : Andrey Vladimirov
Publisher :
ISBN 13 : 9780988523401
Total Pages : pages
Book Rating : 4.5/5 (234 download)

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Book Synopsis Parallel Programming and Optimization with Intel® Xeon Phi Coprocessors by : Andrey Vladimirov

Download or read book Parallel Programming and Optimization with Intel® Xeon Phi Coprocessors written by Andrey Vladimirov and published by . This book was released on 2015-05-08 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Intel® Xeon Phi™ Coprocessor Architecture and Tools

Author : Rezaur Rahman
Publisher : Apress
ISBN 13 : 1430259264
Total Pages : 220 pages
Book Rating : 4.4/5 (32 download)

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Book Synopsis Intel® Xeon Phi™ Coprocessor Architecture and Tools by : Rezaur Rahman

Download or read book Intel® Xeon Phi™ Coprocessor Architecture and Tools written by Rezaur Rahman and published by Apress. This book was released on 2013-09-02 with total page 220 pages. Available in PDF, EPUB and Kindle. Book excerpt: Intel® Xeon Phi™ Coprocessor Architecture and Tools: The Guide for Application Developers provides developers a comprehensive introduction and in-depth look at the Intel Xeon Phi coprocessor architecture and the corresponding parallel data structure tools and algorithms used in the various technical computing applications for which it is suitable. It also examines the source code-level optimizations that can be performed to exploit the powerful features of the processor. Xeon Phi is at the heart of world’s fastest commercial supercomputer, which thanks to the massively parallel computing capabilities of Intel Xeon Phi processors coupled with Xeon Phi coprocessors attained 33.86 teraflops of benchmark performance in 2013. Extracting such stellar performance in real-world applications requires a sophisticated understanding of the complex interaction among hardware components, Xeon Phi cores, and the applications running on them. In this book, Rezaur Rahman, an Intel leader in the development of the Xeon Phi coprocessor and the optimization of its applications, presents and details all the features of Xeon Phi core design that are relevant to the practice of application developers, such as its vector units, hardware multithreading, cache hierarchy, and host-to-coprocessor communication channels. Building on this foundation, he shows developers how to solve real-world technical computing problems by selecting, deploying, and optimizing the available algorithms and data structure alternatives matching Xeon Phi’s hardware characteristics. From Rahman’s practical descriptions and extensive code examples, the reader will gain a working knowledge of the Xeon Phi vector instruction set and the Xeon Phi microarchitecture whereby cores execute 512-bit instruction streams in parallel. What you’ll learn How to calculate theoretical Gigaflops and bandwidth numbers on the hardware and measure them through code segment How to estimate latencies in fetching data from different cache hierarchies, including memory subsystems How to measure PCIe bus bandwidth between the host and coprocessor How to exploit power management and reliability features built into the hardware How to select and manipulate the best tools to tune particular Xeon Phi applications Algorithms and data structures for optimizing Xeon Phi performance Case studies of real-world Xeon Phi technical computing applications in molecular dynamics and financial simulations Who this book is for This book is for developers wishing to design and develop technical computing applications to achieve the highest performance available in the Intel Xeon Phi coprocessor hardware. It provides a solid base on the coprocessor architecture, as well as algorithm and data structure case studies for Xeon Phi coprocessor. The book may also be of interest to students and practitioners in computer engineering as a case study for massively parallel core microarchitecture of modern day processors. Table of Contents 1. Introduction to Xeon Phi Architecture 2. Programming Xeon Phi 3. Xeon Phi Vector Architecture and Instruction Set 4. Xeon Phi Core Microarchitecture 5. Xeon Phi Cache and Memory Subsystem 6. Xeon Phi PCIe Bus Data Transfer and Power Management 7. Xeon Phi System Software 8. Xeon Phi Application Development Tools 9. Xeon Phi Application Design and Implementation Considerations 10. Application Performance Tuning on Xeon Phi 11. Algorithms and Data Structures for Xeon Phi 12. Xeon Phi Application Development on Windows OS 13. OpenCL on Intel 14. Shared Memory Programming on Intel Xeon Phi

High Performance Computing

Author : Julian M. Kunkel
Publisher : Springer
ISBN 13 : 331958667X
Total Pages : 432 pages
Book Rating : 4.3/5 (195 download)

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Book Synopsis High Performance Computing by : Julian M. Kunkel

Download or read book High Performance Computing written by Julian M. Kunkel and published by Springer. This book was released on 2017-06-09 with total page 432 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 32nd International Conference, ISC High Performance 2017, held in Frankfurt, Germany, in June 2017. The 22 revised full papers presented in this book were carefully reviewed and selected from 66 submissions. The papers cover the following topics: applications and algorithms; proxy applications; architecture and system optimization; and energy-aware computing.

High Performance Computing

Author : Michela Taufer
Publisher : Springer
ISBN 13 : 331946079X
Total Pages : 699 pages
Book Rating : 4.3/5 (194 download)

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Book Synopsis High Performance Computing by : Michela Taufer

Download or read book High Performance Computing written by Michela Taufer and published by Springer. This book was released on 2016-10-05 with total page 699 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes revised selected papers from 7 workshops that were held in conjunction with the ISC High Performance 2016 conference in Frankfurt, Germany, in June 2016. The 45 papers presented in this volume were carefully reviewed and selected for inclusion in this book. They stem from the following workshops: Workshop on Exascale Multi/Many Core Computing Systems, E-MuCoCoS; Second International Workshop on Communication Architectures at Extreme Scale, ExaComm; HPC I/O in the Data Center Workshop, HPC-IODC; International Workshop on OpenPOWER for HPC, IWOPH; Workshop on the Application Performance on Intel Xeon Phi – Being Prepared for KNL and Beyond, IXPUG; Workshop on Performance and Scalability of Storage Systems, WOPSSS; and International Workshop on Performance Portable Programming Models for Accelerators, P3MA.

Conquering Big Data with High Performance Computing

Author : Ritu Arora
Publisher : Springer
ISBN 13 : 3319337424
Total Pages : 329 pages
Book Rating : 4.3/5 (193 download)

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Book Synopsis Conquering Big Data with High Performance Computing by : Ritu Arora

Download or read book Conquering Big Data with High Performance Computing written by Ritu Arora and published by Springer. This book was released on 2016-09-16 with total page 329 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides an overview of the resources and research projects that are bringing Big Data and High Performance Computing (HPC) on converging tracks. It demystifies Big Data and HPC for the reader by covering the primary resources, middleware, applications, and tools that enable the usage of HPC platforms for Big Data management and processing.Through interesting use-cases from traditional and non-traditional HPC domains, the book highlights the most critical challenges related to Big Data processing and management, and shows ways to mitigate them using HPC resources. Unlike most books on Big Data, it covers a variety of alternatives to Hadoop, and explains the differences between HPC platforms and Hadoop.Written by professionals and researchers in a range of departments and fields, this book is designed for anyone studying Big Data and its future directions. Those studying HPC will also find the content valuable.

Contemporary High Performance Computing

Author : Jeffrey S. Vetter
Publisher : CRC Press
ISBN 13 : 135103684X
Total Pages : 434 pages
Book Rating : 4.3/5 (51 download)

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Book Synopsis Contemporary High Performance Computing by : Jeffrey S. Vetter

Download or read book Contemporary High Performance Computing written by Jeffrey S. Vetter and published by CRC Press. This book was released on 2019-04-30 with total page 434 pages. Available in PDF, EPUB and Kindle. Book excerpt: Contemporary High Performance Computing: From Petascale toward Exascale, Volume 3 focuses on the ecosystems surrounding the world’s leading centers for high performance computing (HPC). It covers many of the important factors involved in each ecosystem: computer architectures, software, applications, facilities, and sponsors. This third volume will be a continuation of the two previous volumes, and will include other HPC ecosystems using the same chapter outline: description of a flagship system, major application workloads, facilities, and sponsors. Features: Describes many prominent, international systems in HPC from 2015 through 2017 including each system’s hardware and software architecture Covers facilities for each system including power and cooling Presents application workloads for each site Discusses historic and projected trends in technology and applications Includes contributions from leading experts Designed for researchers and students in high performance computing, computational science, and related areas, this book provides a valuable guide to the state-of-the art research, trends, and resources in the world of HPC.

High Performance Computing for Computational Science -- VECPAR 2014

Author : Michel Daydé
Publisher : Springer
ISBN 13 : 3319173537
Total Pages : 318 pages
Book Rating : 4.3/5 (191 download)

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Book Synopsis High Performance Computing for Computational Science -- VECPAR 2014 by : Michel Daydé

Download or read book High Performance Computing for Computational Science -- VECPAR 2014 written by Michel Daydé and published by Springer. This book was released on 2015-04-20 with total page 318 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed post-conference proceedings of the 11th International Conference on High Performance Computing for Computational Science, VECPAR 2014, held in Eugene, OR, USA, in June/July 2014. The 25 papers presented were carefully reviewed and selected of numerous submissions. The papers are organized in topical sections on algorithms for GPU and manycores, large-scale applications, numerical algorithms, direct/hybrid methods for solving sparse matrices, performance tuning. The volume also contains the papers presented at the 9th International Workshop on Automatic Performance Tuning.

Intel Xeon Phi Coprocessor High Performance Programming

Author : James Jeffers
Publisher : Newnes
ISBN 13 : 0124104940
Total Pages : 432 pages
Book Rating : 4.1/5 (241 download)

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Book Synopsis Intel Xeon Phi Coprocessor High Performance Programming by : James Jeffers

Download or read book Intel Xeon Phi Coprocessor High Performance Programming written by James Jeffers and published by Newnes. This book was released on 2013-02-11 with total page 432 pages. Available in PDF, EPUB and Kindle. Book excerpt: Authors Jim Jeffers and James Reinders spent two years helping educate customers about the prototype and pre-production hardware before Intel introduced the first Intel Xeon Phi coprocessor. They have distilled their own experiences coupled with insights from many expert customers, Intel Field Engineers, Application Engineers and Technical Consulting Engineers, to create this authoritative first book on the essentials of programming for this new architecture and these new products. This book is useful even before you ever touch a system with an Intel Xeon Phi coprocessor. To ensure that your applications run at maximum efficiency, the authors emphasize key techniques for programming any modern parallel computing system whether based on Intel Xeon processors, Intel Xeon Phi coprocessors, or other high performance microprocessors. Applying these techniques will generally increase your program performance on any system, and better prepare you for Intel Xeon Phi coprocessors and the Intel MIC architecture. A practical guide to the essentials of the Intel Xeon Phi coprocessor Presents best practices for portable, high-performance computing and a familiar and proven threaded, scalar-vector programming model Includes simple but informative code examples that explain the unique aspects of this new highly parallel and high performance computational product Covers wide vectors, many cores, many threads and high bandwidth cache/memory architecture

High Performance Computing Systems. Performance Modeling, Benchmarking, and Simulation

Author : Stephen Jarvis
Publisher : Springer
ISBN 13 : 3319729713
Total Pages : 261 pages
Book Rating : 4.3/5 (197 download)

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Book Synopsis High Performance Computing Systems. Performance Modeling, Benchmarking, and Simulation by : Stephen Jarvis

Download or read book High Performance Computing Systems. Performance Modeling, Benchmarking, and Simulation written by Stephen Jarvis and published by Springer. This book was released on 2017-12-22 with total page 261 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings papers from the 8th International Workshop on Performance Modeling, Benchmarking and Simulation of High Performance Computing Systems, PMBS 2017, held in Denver, Colorado, USA, in November 2017. The 10 full papers and 3 short papers included in this volume were carefully reviewed and selected from 36 submissions. They were organized in topical sections named: performance evaluation and analysis; performance modeling and simulation; and short papers.

New Frontiers in High Performance Computing and Big Data

Author : G. Fox
Publisher : IOS Press
ISBN 13 : 1614998167
Total Pages : 272 pages
Book Rating : 4.6/5 (149 download)

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Book Synopsis New Frontiers in High Performance Computing and Big Data by : G. Fox

Download or read book New Frontiers in High Performance Computing and Big Data written by G. Fox and published by IOS Press. This book was released on 2017-11-14 with total page 272 pages. Available in PDF, EPUB and Kindle. Book excerpt: For the last four decades, parallel computing platforms have increasingly formed the basis for the development of high performance systems primarily aimed at the solution of intensive computing problems, and the application of parallel computing systems has also become a major factor in furthering scientific research. But such systems also offer the possibility of solving the problems encountered in the processing of large-scale scientific data sets, as well as in the analysis of Big Data in the fields of medicine, social media, marketing, economics etc. This book presents papers from the International Research Workshop on Advanced High Performance Computing Systems, held in Cetraro, Italy, in July 2016. The workshop covered a wide range of topics and new developments related to the solution of intensive and large-scale computing problems, and the contributions included in this volume cover aspects of the evolution of parallel platforms and highlight some of the problems encountered with the development of ever more powerful computing systems. The importance of future large-scale data science applications is also discussed. The book will be of particular interest to all those involved in the development or application of parallel computing systems.

Parallel Programming for Modern High Performance Computing Systems

Author : Pawel Czarnul
Publisher : CRC Press
ISBN 13 : 1351385801
Total Pages : 304 pages
Book Rating : 4.3/5 (513 download)

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Book Synopsis Parallel Programming for Modern High Performance Computing Systems by : Pawel Czarnul

Download or read book Parallel Programming for Modern High Performance Computing Systems written by Pawel Czarnul and published by CRC Press. This book was released on 2018-03-05 with total page 304 pages. Available in PDF, EPUB and Kindle. Book excerpt: In view of the growing presence and popularity of multicore and manycore processors, accelerators, and coprocessors, as well as clusters using such computing devices, the development of efficient parallel applications has become a key challenge to be able to exploit the performance of such systems. This book covers the scope of parallel programming for modern high performance computing systems. It first discusses selected and popular state-of-the-art computing devices and systems available today, These include multicore CPUs, manycore (co)processors, such as Intel Xeon Phi, accelerators, such as GPUs, and clusters, as well as programming models supported on these platforms. It next introduces parallelization through important programming paradigms, such as master-slave, geometric Single Program Multiple Data (SPMD) and divide-and-conquer. The practical and useful elements of the most popular and important APIs for programming parallel HPC systems are discussed, including MPI, OpenMP, Pthreads, CUDA, OpenCL, and OpenACC. It also demonstrates, through selected code listings, how selected APIs can be used to implement important programming paradigms. Furthermore, it shows how the codes can be compiled and executed in a Linux environment. The book also presents hybrid codes that integrate selected APIs for potentially multi-level parallelization and utilization of heterogeneous resources, and it shows how to use modern elements of these APIs. Selected optimization techniques are also included, such as overlapping communication and computations implemented using various APIs. Features: Discusses the popular and currently available computing devices and cluster systems Includes typical paradigms used in parallel programs Explores popular APIs for programming parallel applications Provides code templates that can be used for implementation of paradigms Provides hybrid code examples allowing multi-level parallelization Covers the optimization of parallel programs